1. Create a python file that webscrapes GDP by country) and plots a stacked interactive bar plot using plotly. Stack countries within regions using the IMF numbers.
In [1]:
import pandas as pd
import numpy as np 
import requests as rq
import bs4
In [2]:
url = 'https://en.wikipedia.org/wiki/List_of_countries_by_GDP_(nominal)'
page = rq.get(url)

#printing out characters to heck 
page.text[0:99]
Out[2]:
'<!DOCTYPE html>\n<html class="client-nojs vector-feature-language-in-header-enabled vector-feature-l'
In [3]:
bs4page1 = bs4.BeautifulSoup(page.text, 'html.parser') 
tables = bs4page1.find_all('table',"wikitable")
#defining that we want the wiki tables 

from io import StringIO
#reading table from StringIO into pandas so we can work from pandas to plot a stacked interactive bar plot
In [4]:
countries = pd.read_html(StringIO(str(tables[0])), header = 1)[0]
#defining that we want the first table from the wiki website, header=1 tells the program to display only one header
In [5]:
countries.head()
#we obtained the table we are looking for
Out[5]:
Country/Territory UN region Forecast Year Estimate Year.1 Estimate.1 Year.2
0 World — 104476432 2023 100562011 2022 96698005 2021
1 United States Americas 26949643 2023 25462700 2022 23315081 2021
2 China Asia 17700899 [n 1]2023 17963171 [n 3]2022 17734131 [n 1]2021
3 Germany Europe 4429838 2023 4072192 2022 4259935 2021
4 Japan Asia 4230862 2023 4231141 2022 4940878 2021
In [6]:
IMF_countries= countries.iloc[0: , :]
IMF_countries
Out[6]:
Country/Territory UN region Forecast Year Estimate Year.1 Estimate.1 Year.2
0 World — 104476432 2023 100562011 2022 96698005 2021
1 United States Americas 26949643 2023 25462700 2022 23315081 2021
2 China Asia 17700899 [n 1]2023 17963171 [n 3]2022 17734131 [n 1]2021
3 Germany Europe 4429838 2023 4072192 2022 4259935 2021
4 Japan Asia 4230862 2023 4231141 2022 4940878 2021
... ... ... ... ... ... ... ... ...
209 Palau Oceania 267 2023 — — 218 2021
210 Kiribati Oceania 246 2023 223 2022 227 2021
211 Nauru Oceania 150 2023 151 2022 155 2021
212 Montserrat Americas — — — — 72 2021
213 Tuvalu Oceania 63 2023 60 2022 60 2021

214 rows × 8 columns

In [7]:
IMF_countries= countries.iloc[1: , :]
IMF_countries.dropna()
IMF_countries.head()
Out[7]:
Country/Territory UN region Forecast Year Estimate Year.1 Estimate.1 Year.2
1 United States Americas 26949643 2023 25462700 2022 23315081 2021
2 China Asia 17700899 [n 1]2023 17963171 [n 3]2022 17734131 [n 1]2021
3 Germany Europe 4429838 2023 4072192 2022 4259935 2021
4 Japan Asia 4230862 2023 4231141 2022 4940878 2021
5 India Asia 3732224 2023 3385090 2022 3201471 2021
In [8]:
print(IMF_countries.columns)

Index(['Country/Territory', 'UN region', 'Forecast', 'Year', 'Estimate',
       'Year.1', 'Estimate.1', 'Year.2'],
      dtype='object')
In [9]:
IMF_countries.drop(['Country/Territory'], axis =1)
#dropping country/territory so we can group by UN region
Out[9]:
UN region Forecast Year Estimate Year.1 Estimate.1 Year.2
1 Americas 26949643 2023 25462700 2022 23315081 2021
2 Asia 17700899 [n 1]2023 17963171 [n 3]2022 17734131 [n 1]2021
3 Europe 4429838 2023 4072192 2022 4259935 2021
4 Asia 4230862 2023 4231141 2022 4940878 2021
5 Asia 3732224 2023 3385090 2022 3201471 2021
... ... ... ... ... ... ... ...
209 Oceania 267 2023 — — 218 2021
210 Oceania 246 2023 223 2022 227 2021
211 Oceania 150 2023 151 2022 155 2021
212 Americas — — — — 72 2021
213 Oceania 63 2023 60 2022 60 2021

213 rows × 7 columns

In [10]:
IMF_countries = IMF_countries.T.drop_duplicates().T
IMF_countries.head()
#dropping dupliocate columns if there is any
Out[10]:
Country/Territory UN region Forecast Year Estimate Year.1 Estimate.1 Year.2
1 United States Americas 26949643 2023 25462700 2022 23315081 2021
2 China Asia 17700899 [n 1]2023 17963171 [n 3]2022 17734131 [n 1]2021
3 Germany Europe 4429838 2023 4072192 2022 4259935 2021
4 Japan Asia 4230862 2023 4231141 2022 4940878 2021
5 India Asia 3732224 2023 3385090 2022 3201471 2021
In [11]:
IMF_countries.drop('Year', axis = 1)
IMF_countries_filtered = IMF_countries[['UN region', 'Forecast', 'Country/Territory']]
IMF_countries_filtered
#filtering out the columns we do not need
Out[11]:
UN region Forecast Country/Territory
1 Americas 26949643 United States
2 Asia 17700899 China
3 Europe 4429838 Germany
4 Asia 4230862 Japan
5 Asia 3732224 India
... ... ... ...
209 Oceania 267 Palau
210 Oceania 246 Kiribati
211 Oceania 150 Nauru
212 Americas — Montserrat
213 Oceania 63 Tuvalu

213 rows × 3 columns

In [12]:
IMF_countries_filtered.groupby('UN region')
Out[12]:
<pandas.core.groupby.generic.DataFrameGroupBy object at 0x000001C8AEEF0A10>
In [13]:
import plotly.express as px
fig = px.bar(IMF_countries_filtered, x=IMF_countries_filtered.columns[0], y=IMF_countries_filtered.columns[1], color=IMF_countries_filtered.columns[2])
fig.show()
In [14]:
##IMF_Final = IMF_countries_filtered.groupby('UN region').sum()
#final data frame with forecast values for IMF and also grouped by regions
#IMF_Final
  1. Look at the chapter on interactive graphics and, specifically, the code to display a subject's MRICloud data as a sunburst plot. Do the following. Display this subject's data as a Sankey diagram. Display as many levels as you can (at least 3) for Type = 1, starting from the intracranial volume. Put this in a file called hw4.ipynb.
In [15]:
import pandas as pd
import plotly.express as px
import numpy as np
In [16]:
## load in the hierarchy information PP5 CLASSEUR
url = "https://raw.githubusercontent.com/bcaffo/ds4bme_intro/master/data/kirby21.csv"
df_q2 = pd.read_csv(url).drop(['Unnamed: 0'], axis = 1)
df_q2
Out[16]:
rawid roi volume min max mean std type level id icv tbv
0 kirby127a_3_1_ax.img Telencephalon_L 531111 0.0 374.0 128.3013 51.8593 1 1 127 1378295 1268519
1 kirby127a_3_1_ax.img Telencephalon_R 543404 0.0 300.0 135.0683 53.6471 1 1 127 1378295 1268519
2 kirby127a_3_1_ax.img Diencephalon_L 9683 15.0 295.0 193.5488 32.2733 1 1 127 1378295 1268519
3 kirby127a_3_1_ax.img Diencephalon_R 9678 10.0 335.0 193.7051 32.7869 1 1 127 1378295 1268519
4 kirby127a_3_1_ax.img Mesencephalon 10268 55.0 307.0 230.8583 29.2249 1 1 127 1378295 1268519
... ... ... ... ... ... ... ... ... ... ... ... ...
16715 kirby959a_3_1_ax.img Caudate_tail_L 406 65.0 248.0 167.1302 34.9645 2 5 959 1313114 1207218
16716 kirby959a_3_1_ax.img Caudate_tail_R 311 70.0 270.0 175.3475 39.5329 2 5 959 1313114 1207218
16717 kirby959a_3_1_ax.img Chroid_LVetc_L 399 15.0 229.0 120.6084 35.9975 2 5 959 1313114 1207218
16718 kirby959a_3_1_ax.img Chroid_LVetc_R 323 14.0 211.0 111.9703 31.4684 2 5 959 1313114 1207218
16719 kirby959a_3_1_ax.img IV_ventricle 3107 1.0 249.0 70.7860 44.2799 2 5 959 1313114 1207218

16720 rows × 12 columns

In [17]:
#kind of pointless since in this case the rawid is a string already
 
print(df_q2['rawid'].dtype)
#we see that the elements in column rawid are objects 

#adding column id as string 
df_q2 = df_q2.assign(id_char = df_q2.id.astype(str))

object

We’ll then add a composition variable, which is the regional volumes divided by the intra-cranial volume.

In [18]:
###data frame original with all rawids + comp column addedd ###
df_q2 = df_q2.assign(comp = df_q2.volume / df_q2.icv)
df_q2
Out[18]:
rawid roi volume min max mean std type level id icv tbv id_char comp
0 kirby127a_3_1_ax.img Telencephalon_L 531111 0.0 374.0 128.3013 51.8593 1 1 127 1378295 1268519 127 0.385339
1 kirby127a_3_1_ax.img Telencephalon_R 543404 0.0 300.0 135.0683 53.6471 1 1 127 1378295 1268519 127 0.394258
2 kirby127a_3_1_ax.img Diencephalon_L 9683 15.0 295.0 193.5488 32.2733 1 1 127 1378295 1268519 127 0.007025
3 kirby127a_3_1_ax.img Diencephalon_R 9678 10.0 335.0 193.7051 32.7869 1 1 127 1378295 1268519 127 0.007022
4 kirby127a_3_1_ax.img Mesencephalon 10268 55.0 307.0 230.8583 29.2249 1 1 127 1378295 1268519 127 0.007450
... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
16715 kirby959a_3_1_ax.img Caudate_tail_L 406 65.0 248.0 167.1302 34.9645 2 5 959 1313114 1207218 959 0.000309
16716 kirby959a_3_1_ax.img Caudate_tail_R 311 70.0 270.0 175.3475 39.5329 2 5 959 1313114 1207218 959 0.000237
16717 kirby959a_3_1_ax.img Chroid_LVetc_L 399 15.0 229.0 120.6084 35.9975 2 5 959 1313114 1207218 959 0.000304
16718 kirby959a_3_1_ax.img Chroid_LVetc_R 323 14.0 211.0 111.9703 31.4684 2 5 959 1313114 1207218 959 0.000246
16719 kirby959a_3_1_ax.img IV_ventricle 3107 1.0 249.0 70.7860 44.2799 2 5 959 1313114 1207218 959 0.002366

16720 rows × 14 columns

In [19]:
subjectData = df_q2.loc[df_q2['type'] == 1]
subjectData

#TRYING TO KEEP ONLY LEVEL 1 HERE SO AFTER WHEN WE MERGE AND BELOW WHEN WE FILTER AND SHOW HIERARCHY WE ONLY KEEP TYPE 1 DATA
Out[19]:
rawid roi volume min max mean std type level id icv tbv id_char comp
0 kirby127a_3_1_ax.img Telencephalon_L 531111 0.0 374.0 128.3013 51.8593 1 1 127 1378295 1268519 127 0.385339
1 kirby127a_3_1_ax.img Telencephalon_R 543404 0.0 300.0 135.0683 53.6471 1 1 127 1378295 1268519 127 0.394258
2 kirby127a_3_1_ax.img Diencephalon_L 9683 15.0 295.0 193.5488 32.2733 1 1 127 1378295 1268519 127 0.007025
3 kirby127a_3_1_ax.img Diencephalon_R 9678 10.0 335.0 193.7051 32.7869 1 1 127 1378295 1268519 127 0.007022
4 kirby127a_3_1_ax.img Mesencephalon 10268 55.0 307.0 230.8583 29.2249 1 1 127 1378295 1268519 127 0.007450
... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
16372 kirby959a_3_1_ax.img Chroid_LVetc_L 399 15.0 229.0 120.6084 35.9975 1 5 959 1313114 1207218 959 0.000304
16373 kirby959a_3_1_ax.img Chroid_LVetc_R 323 14.0 211.0 111.9703 31.4684 1 5 959 1313114 1207218 959 0.000246
16374 kirby959a_3_1_ax.img IV_ventricle 3107 1.0 249.0 70.7860 44.2799 1 5 959 1313114 1207218 959 0.002366
16375 kirby959a_3_1_ax.img ECCL_L 390 131.0 222.0 178.1015 16.4918 1 5 959 1313114 1207218 959 0.000297
16376 kirby959a_3_1_ax.img ECCL_R 837 73.0 292.0 196.1750 25.3327 1 5 959 1313114 1207218 959 0.000637

9860 rows × 14 columns

We need to add the multilevel lookup table with MRI cloud data so that after we can merge it

In [20]:
#loading the multilevel html, reading it and inglomerating it in a dataframe
In [21]:
## load in the hierarchy information
url = "https://raw.githubusercontent.com/bcaffo/MRIcloudT1volumetrics/master/inst/extdata/multilevel_lookup_table.txt"
multilevel_lookup = pd.read_csv(url, sep = "\t").drop(['Level5'], axis = 1)
multilevel_lookup = multilevel_lookup.rename(columns = {
    "modify"   : "roi", 
    "modify.1" : "level4",
    "modify.2" : "level3", 
    "modify.3" : "level2",
    "modify.4" : "level1"})
multilevel_lookup = multilevel_lookup[['roi', 'level4', 'level3', 'level2', 'level1']]
multilevel_lookup
Out[21]:
roi level4 level3 level2 level1
0 SFG_L SFG_L Frontal_L CerebralCortex_L Telencephalon_L
1 SFG_R SFG_R Frontal_R CerebralCortex_R Telencephalon_R
2 SFG_PFC_L SFG_L Frontal_L CerebralCortex_L Telencephalon_L
3 SFG_PFC_R SFG_R Frontal_R CerebralCortex_R Telencephalon_R
4 SFG_pole_L SFG_L Frontal_L CerebralCortex_L Telencephalon_L
... ... ... ... ... ...
278 Chroid_LVetc_L AnteriorLateralVentricle_L LateralVentricle_L Ventricle CSF
279 Chroid_LVetc_R AnteriorLateralVentricle_R LateralVentricle_R Ventricle CSF
280 IV_ventricle IV_ventricle IV_ventricle Ventricle CSF
281 ECCL_L inf_DPWM_L InferiorWM_L WhiteMatter_L Telencephalon_L
282 ECCL_R inf_DPWM_R InferiorWM_R WhiteMatter_R Telencephalon_R

283 rows × 5 columns

We now need to load the MRI multilevel look up data table in the subject data

In [22]:
## Now load in the subject data
id = 127
subjectData = pd.read_csv("https://raw.githubusercontent.com/bcaffo/ds4bme_intro/master/data/kirby21.csv")
subjectData = subjectData.loc[(subjectData.type == 1) & (subjectData.level == 5) & (subjectData.id == id)]
subjectData = subjectData[['roi', 'volume']]
## Merge the subject data with the multilevel data
subjectData = pd.merge(subjectData, multilevel_lookup, on = "roi")
subjectData = subjectData.assign(icv = "ICV")
subjectData = subjectData.assign(comp = subjectData.volume / np.sum(subjectData.volume))
subjectData
Out[22]:
roi volume level4 level3 level2 level1 icv comp
0 SFG_L 12926 SFG_L Frontal_L CerebralCortex_L Telencephalon_L ICV 0.009350
1 SFG_R 10050 SFG_R Frontal_R CerebralCortex_R Telencephalon_R ICV 0.007270
2 SFG_PFC_L 12783 SFG_L Frontal_L CerebralCortex_L Telencephalon_L ICV 0.009247
3 SFG_PFC_R 11507 SFG_R Frontal_R CerebralCortex_R Telencephalon_R ICV 0.008324
4 SFG_pole_L 3078 SFG_L Frontal_L CerebralCortex_L Telencephalon_L ICV 0.002227
... ... ... ... ... ... ... ... ...
275 Chroid_LVetc_L 444 AnteriorLateralVentricle_L LateralVentricle_L Ventricle CSF ICV 0.000321
276 Chroid_LVetc_R 371 AnteriorLateralVentricle_R LateralVentricle_R Ventricle CSF ICV 0.000268
277 IV_ventricle 2700 IV_ventricle IV_ventricle Ventricle CSF ICV 0.001953
278 ECCL_L 292 inf_DPWM_L InferiorWM_L WhiteMatter_L Telencephalon_L ICV 0.000211
279 ECCL_R 292 inf_DPWM_R InferiorWM_R WhiteMatter_R Telencephalon_R ICV 0.000211

280 rows × 8 columns

In [23]:
### need to create the data that we use to plot ###
In [24]:
import pandas as pd
import plotly.graph_objects as go
import numpy as np
import matplotlib.pyplot as plt


#defining a nodes object and a color object first, levels. 


# Sample modification assuming you want to start from ICV and display 3 levels
levels = ['ICV', 'level1', 'level2', 'level3']

#we "match" ICV, the source with color white
nodes_names = ['ICV'] #ultimately filled up with all nodes
colors_nodes = ['rgb(255,255,255)'] #ultimately filled up with colours for first 8 links 

#need to create a function that will code for distinct colours to match number of colours in level1

def get_distinct_colors(n):
    cmap = plt.cm.get_cmap('tab20', n)  # Choose a suitable colormap 
    return [f"rgb{cmap(i)[:3]}" for i in range(n)]  # RGBA values


#defining number of colours
colors_number = len(subjectData.level1.unique())

#need to tell color number to have distinct color--> apply get_distinct_color function
random_colors = get_distinct_colors(colors_number)

dictionary_of_colors = {name_brain_area:color for name_brain_area, color in zip(subjectData.level1.unique(), random_colors)}
###create a dictionary with a key name_brain_area that matches the color, and key:value pairs created by looping over every row 
# (because we zip the two: level 1 unique data and random colors list) of level 1 subjectData and random color list  ###


#need to append level1 values and respective colors to their objects' lists

for k,v in dictionary_of_colors.items():
    nodes_names.append(k)
    colors_nodes.append(v)


#checking for elements being properly inserted in the two objects for level1
print(nodes_names)
print(colors_nodes)

['ICV', 'Telencephalon_L', 'Telencephalon_R', 'Diencephalon_L', 'Diencephalon_R', 'Mesencephalon', 'Metencephalon', 'Myelencephalon', 'CSF']
['rgb(255,255,255)', 'rgb(0.12156862745098039, 0.4666666666666667, 0.7058823529411765)', 'rgb(1.0, 0.4980392156862745, 0.054901960784313725)', 'rgb(0.596078431372549, 0.8745098039215686, 0.5411764705882353)', 'rgb(0.5803921568627451, 0.403921568627451, 0.7411764705882353)', 'rgb(0.7686274509803922, 0.611764705882353, 0.5803921568627451)', 'rgb(0.4980392156862745, 0.4980392156862745, 0.4980392156862745)', 'rgb(0.8588235294117647, 0.8588235294117647, 0.5529411764705883)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)']

C:\Users\Mattia\AppData\Local\Temp\ipykernel_37568\3704421508.py:20: MatplotlibDeprecationWarning:

The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.
In [25]:
for index, row in subjectData.iterrows(): #indices for every value in the row is printed out 
  print(index)
  print(row)

#this prints out every row as sort of a 'minidf'

0
roi                  SFG_L
volume               12926
level4               SFG_L
level3           Frontal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp               0.00935
Name: 0, dtype: object
1
roi                  SFG_R
volume               10050
level4               SFG_R
level3           Frontal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp               0.00727
Name: 1, dtype: object
2
roi              SFG_PFC_L
volume               12783
level4               SFG_L
level3           Frontal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.009247
Name: 2, dtype: object
3
roi              SFG_PFC_R
volume               11507
level4               SFG_R
level3           Frontal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.008324
Name: 3, dtype: object
4
roi             SFG_pole_L
volume                3078
level4               SFG_L
level3           Frontal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.002227
Name: 4, dtype: object
5
roi             SFG_pole_R
volume                4874
level4               SFG_R
level3           Frontal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.003526
Name: 5, dtype: object
6
roi                  MFG_L
volume                9938
level4               MFG_L
level3           Frontal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.007189
Name: 6, dtype: object
7
roi                  MFG_R
volume               11151
level4               MFG_R
level3           Frontal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.008066
Name: 7, dtype: object
8
roi             MFG_DPFC_L
volume               16300
level4               MFG_L
level3           Frontal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.011791
Name: 8, dtype: object
9
roi             MFG_DPFC_R
volume               16449
level4               MFG_R
level3           Frontal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.011899
Name: 9, dtype: object
10
roi       IFG_opercularis_L
volume                 4229
level4                IFG_L
level3            Frontal_L
level2     CerebralCortex_L
level1      Telencephalon_L
icv                     ICV
comp               0.003059
Name: 10, dtype: object
11
roi       IFG_opercularis_R
volume                 4084
level4                IFG_R
level3            Frontal_R
level2     CerebralCortex_R
level1      Telencephalon_R
icv                     ICV
comp               0.002954
Name: 11, dtype: object
12
roi        IFG_orbitalis_L
volume                4551
level4               IFG_L
level3           Frontal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.003292
Name: 12, dtype: object
13
roi        IFG_orbitalis_R
volume                3868
level4               IFG_R
level3           Frontal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.002798
Name: 13, dtype: object
14
roi       IFG_triangularis_L
volume                  4301
level4                 IFG_L
level3             Frontal_L
level2      CerebralCortex_L
level1       Telencephalon_L
icv                      ICV
comp                0.003111
Name: 14, dtype: object
15
roi       IFG_triangularis_R
volume                  3657
level4                 IFG_R
level3             Frontal_R
level2      CerebralCortex_R
level1       Telencephalon_R
icv                      ICV
comp                0.002645
Name: 15, dtype: object
16
roi                 LFOG_L
volume                4700
level4                OG_L
level3           Frontal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp                0.0034
Name: 16, dtype: object
17
roi                 LFOG_R
volume                4490
level4                OG_R
level3           Frontal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.003248
Name: 17, dtype: object
18
roi                 MFOG_L
volume                4814
level4                OG_L
level3           Frontal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.003482
Name: 18, dtype: object
19
roi                 MFOG_R
volume                4744
level4                OG_R
level3           Frontal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.003432
Name: 19, dtype: object
20
roi                   RG_L
volume                6304
level4                RG_L
level3           Frontal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp               0.00456
Name: 20, dtype: object
21
roi                   RG_R
volume                6209
level4                RG_R
level3           Frontal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.004491
Name: 21, dtype: object
22
roi                 PoCG_L
volume               10698
level4              PoCG_L
level3          Parietal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.007739
Name: 22, dtype: object
23
roi                 PoCG_R
volume               11178
level4              PoCG_R
level3          Parietal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.008086
Name: 23, dtype: object
24
roi                 PrCG_L
volume               14746
level4              PrCG_L
level3           Frontal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.010667
Name: 24, dtype: object
25
roi                 PrCG_R
volume               17523
level4              PrCG_R
level3           Frontal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.012676
Name: 25, dtype: object
26
roi                  SPG_L
volume                7564
level4               SPG_L
level3          Parietal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.005472
Name: 26, dtype: object
27
roi                  SPG_R
volume                6928
level4               SPG_R
level3          Parietal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.005012
Name: 27, dtype: object
28
roi                  SMG_L
volume                8626
level4               SMG_L
level3          Parietal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp               0.00624
Name: 28, dtype: object
29
roi                  SMG_R
volume                9497
level4               SMG_R
level3          Parietal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp               0.00687
Name: 29, dtype: object
30
roi                   AG_L
volume                7430
level4                AG_L
level3          Parietal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.005375
Name: 30, dtype: object
31
roi                   AG_R
volume               13580
level4                AG_R
level3          Parietal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.009823
Name: 31, dtype: object
32
roi                 PrCu_L
volume                7359
level4              PrCu_L
level3          Parietal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.005323
Name: 32, dtype: object
33
roi                 PrCu_R
volume                6574
level4              PrCu_R
level3          Parietal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.004755
Name: 33, dtype: object
34
roi                  STG_L
volume               12957
level4               STG_L
level3          Temporal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.009373
Name: 34, dtype: object
35
roi                  STG_R
volume               11253
level4               STG_R
level3          Temporal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp               0.00814
Name: 35, dtype: object
36
roi             STG_L_pole
volume                4864
level4               STG_L
level3          Temporal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.003518
Name: 36, dtype: object
37
roi             STG_R_pole
volume                5404
level4               STG_R
level3          Temporal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.003909
Name: 37, dtype: object
38
roi                  MTG_L
volume               16238
level4               MTG_L
level3          Temporal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.011746
Name: 38, dtype: object
39
roi                  MTG_R
volume               16311
level4               MTG_R
level3          Temporal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.011799
Name: 39, dtype: object
40
roi             MTG_L_pole
volume                2696
level4               MTG_L
level3          Temporal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp               0.00195
Name: 40, dtype: object
41
roi             MTG_R_pole
volume                2990
level4               MTG_R
level3          Temporal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.002163
Name: 41, dtype: object
42
roi                  ITG_L
volume               12554
level4               ITG_L
level3          Temporal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.009081
Name: 42, dtype: object
43
roi                  ITG_R
volume               12336
level4               ITG_R
level3          Temporal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.008923
Name: 43, dtype: object
44
roi                  PHG_L
volume                1250
level4            Limbic_L
level3            Limbic_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.000904
Name: 44, dtype: object
45
roi                  PHG_R
volume                1248
level4            Limbic_R
level3            Limbic_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.000903
Name: 45, dtype: object
46
roi                  ENT_L
volume                 930
level4            Limbic_L
level3            Limbic_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.000673
Name: 46, dtype: object
47
roi                  ENT_R
volume                1041
level4            Limbic_R
level3            Limbic_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.000753
Name: 47, dtype: object
48
roi                  FuG_L
volume               14032
level4               FuG_L
level3          Temporal_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp               0.01015
Name: 48, dtype: object
49
roi                  FuG_R
volume               13514
level4               FuG_R
level3          Temporal_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.009776
Name: 49, dtype: object
50
roi                  SOG_L
volume                2568
level4               SOG_L
level3         Occipital_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.001858
Name: 50, dtype: object
51
roi                  SOG_R
volume                2268
level4               SOG_R
level3         Occipital_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.001641
Name: 51, dtype: object
52
roi                  MOG_L
volume               16292
level4               MOG_L
level3         Occipital_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.011785
Name: 52, dtype: object
53
roi                  MOG_R
volume               14164
level4               MOG_R
level3         Occipital_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.010246
Name: 53, dtype: object
54
roi                  IOG_L
volume                4290
level4               IOG_L
level3         Occipital_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.003103
Name: 54, dtype: object
55
roi                  IOG_R
volume                4475
level4               IOG_R
level3         Occipital_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.003237
Name: 55, dtype: object
56
roi                   Cu_L
volume                6038
level4                Cu_L
level3         Occipital_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.004368
Name: 56, dtype: object
57
roi                   Cu_R
volume                6839
level4                Cu_R
level3         Occipital_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.004947
Name: 57, dtype: object
58
roi                   LG_L
volume                8068
level4                LG_L
level3         Occipital_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.005836
Name: 58, dtype: object
59
roi                   LG_R
volume                7289
level4                LG_R
level3         Occipital_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.005273
Name: 59, dtype: object
60
roi          rostral_ACC_L
volume                2628
level4         Cingulate_L
level3            Limbic_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.001901
Name: 60, dtype: object
61
roi          rostral_ACC_R
volume                3638
level4         Cingulate_R
level3            Limbic_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.002632
Name: 61, dtype: object
62
roi       subcallosal_ACC_L
volume                  471
level4          Cingulate_L
level3             Limbic_L
level2     CerebralCortex_L
level1      Telencephalon_L
icv                     ICV
comp               0.000341
Name: 62, dtype: object
63
roi       subcallosal_ACC_R
volume                  598
level4          Cingulate_R
level3             Limbic_R
level2     CerebralCortex_R
level1      Telencephalon_R
icv                     ICV
comp               0.000433
Name: 63, dtype: object
64
roi        subgenual_ACC_L
volume                1545
level4         Cingulate_L
level3            Limbic_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.001118
Name: 64, dtype: object
65
roi        subgenual_ACC_R
volume                1618
level4         Cingulate_R
level3            Limbic_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp               0.00117
Name: 65, dtype: object
66
roi           dorsal_ACC_L
volume               12282
level4         Cingulate_L
level3            Limbic_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.008884
Name: 66, dtype: object
67
roi           dorsal_ACC_R
volume               12545
level4         Cingulate_R
level3            Limbic_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.009075
Name: 67, dtype: object
68
roi                  PCC_L
volume                5718
level4         Cingulate_L
level3            Limbic_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.004136
Name: 68, dtype: object
69
roi                  PCC_R
volume                8118
level4         Cingulate_R
level3            Limbic_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.005872
Name: 69, dtype: object
70
roi               Insula_L
volume                7241
level4            Insula_L
level3            Insula_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.005238
Name: 70, dtype: object
71
roi               Insula_R
volume                7082
level4            Insula_R
level3            Insula_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.005123
Name: 71, dtype: object
72
roi                Amyg_L
volume               1983
level4             Amyg_L
level3           Limbic_L
level2    CerebralNucli_L
level1    Telencephalon_L
icv                   ICV
comp             0.001434
Name: 72, dtype: object
73
roi                Amyg_R
volume               2349
level4             Amyg_R
level3           Limbic_R
level2    CerebralNucli_R
level1    Telencephalon_R
icv                   ICV
comp             0.001699
Name: 73, dtype: object
74
roi                Hippo_L
volume                3923
level4             Hippo_L
level3            Limbic_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.002838
Name: 74, dtype: object
75
roi                Hippo_R
volume                3735
level4             Hippo_R
level3            Limbic_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.002702
Name: 75, dtype: object
76
roi                Caud_L
volume               3570
level4             Caud_L
level3        BasalGang_L
level2    CerebralNucli_L
level1    Telencephalon_L
icv                   ICV
comp             0.002582
Name: 76, dtype: object
77
roi                Caud_R
volume               3723
level4             Caud_R
level3        BasalGang_R
level2    CerebralNucli_R
level1    Telencephalon_R
icv                   ICV
comp             0.002693
Name: 77, dtype: object
78
roi                 Put_L
volume               4385
level4              Put_L
level3        BasalGang_L
level2    CerebralNucli_L
level1    Telencephalon_L
icv                   ICV
comp             0.003172
Name: 78, dtype: object
79
roi                 Put_R
volume               4400
level4              Put_R
level3        BasalGang_R
level2    CerebralNucli_R
level1    Telencephalon_R
icv                   ICV
comp             0.003183
Name: 79, dtype: object
80
roi                  GP_L
volume               1368
level4               GP_L
level3        BasalGang_L
level2    CerebralNucli_L
level1    Telencephalon_L
icv                   ICV
comp              0.00099
Name: 80, dtype: object
81
roi                  GP_R
volume               1478
level4               GP_R
level3        BasalGang_R
level2    CerebralNucli_R
level1    Telencephalon_R
icv                   ICV
comp             0.001069
Name: 81, dtype: object
82
roi           Thalamus_L
volume              6342
level4        Thalamus_L
level3        Thalamus_L
level2        Thalamus_L
level1    Diencephalon_L
icv                  ICV
comp            0.004588
Name: 82, dtype: object
83
roi           Thalamus_R
volume              6372
level4        Thalamus_R
level3        Thalamus_R
level2        Thalamus_R
level1    Diencephalon_R
icv                  ICV
comp            0.004609
Name: 83, dtype: object
84
roi         HypoThalamus_L
volume                 665
level4    BasalForebrain_L
level3    BasalForebrain_L
level2    BasalForebrain_L
level1      Diencephalon_L
icv                    ICV
comp              0.000481
Name: 84, dtype: object
85
roi         HypoThalamus_R
volume                 761
level4    BasalForebrain_R
level3    BasalForebrain_R
level2    BasalForebrain_R
level1      Diencephalon_R
icv                    ICV
comp               0.00055
Name: 85, dtype: object
86
roi       BasalForebrain_L
volume                 406
level4    BasalForebrain_L
level3    BasalForebrain_L
level2    BasalForebrain_L
level1      Diencephalon_L
icv                    ICV
comp              0.000294
Name: 86, dtype: object
87
roi       BasalForebrain_L
volume                 406
level4    BasalForebrain_L
level3    BasalForebrain_L
level2    BasalForebrain_L
level1      Diencephalon_L
icv                    ICV
comp              0.000294
Name: 87, dtype: object
88
roi       BasalForebrain_L
volume                1727
level4    BasalForebrain_L
level3    BasalForebrain_L
level2    BasalForebrain_L
level1      Diencephalon_L
icv                    ICV
comp              0.001249
Name: 88, dtype: object
89
roi       BasalForebrain_L
volume                1727
level4    BasalForebrain_L
level3    BasalForebrain_L
level2    BasalForebrain_L
level1      Diencephalon_L
icv                    ICV
comp              0.001249
Name: 89, dtype: object
90
roi       BasalForebrain_R
volume                 410
level4    BasalForebrain_R
level3    BasalForebrain_R
level2    BasalForebrain_R
level1      Diencephalon_R
icv                    ICV
comp              0.000297
Name: 90, dtype: object
91
roi       BasalForebrain_R
volume                 410
level4    BasalForebrain_R
level3    BasalForebrain_R
level2    BasalForebrain_R
level1      Diencephalon_R
icv                    ICV
comp              0.000297
Name: 91, dtype: object
92
roi       BasalForebrain_R
volume                1470
level4    BasalForebrain_R
level3    BasalForebrain_R
level2    BasalForebrain_R
level1      Diencephalon_R
icv                    ICV
comp              0.001063
Name: 92, dtype: object
93
roi       BasalForebrain_R
volume                1470
level4    BasalForebrain_R
level3    BasalForebrain_R
level2    BasalForebrain_R
level1      Diencephalon_R
icv                    ICV
comp              0.001063
Name: 93, dtype: object
94
roi         NucAccumbens_L
volume                 712
level4    BasalForebrain_L
level3         BasalGang_L
level2     CerebralNucli_L
level1     Telencephalon_L
icv                    ICV
comp              0.000515
Name: 94, dtype: object
95
roi         NucAccumbens_R
volume                 782
level4    BasalForebrain_R
level3         BasalGang_R
level2     CerebralNucli_R
level1     Telencephalon_R
icv                    ICV
comp              0.000566
Name: 95, dtype: object
96
roi               RedNc_L
volume                350
level4         midbrain_L
level3         midbrain_L
level2    Mesencephalon_L
level1      Mesencephalon
icv                   ICV
comp             0.000253
Name: 96, dtype: object
97
roi               RedNc_R
volume                430
level4         midbrain_R
level3         midbrain_R
level2    Mesencephalon_R
level1      Mesencephalon
icv                   ICV
comp             0.000311
Name: 97, dtype: object
98
roi              Snigra_L
volume                387
level4         midbrain_L
level3         midbrain_L
level2    Mesencephalon_L
level1      Mesencephalon
icv                   ICV
comp              0.00028
Name: 98, dtype: object
99
roi              Snigra_R
volume                256
level4         midbrain_R
level3         midbrain_R
level2    Mesencephalon_R
level1      Mesencephalon
icv                   ICV
comp             0.000185
Name: 99, dtype: object
100
roi        CerebellumGM_R
volume              58504
level4       Cerebellum_R
level3       Cerebellum_R
level2    Metencephalon_R
level1      Metencephalon
icv                   ICV
comp              0.04232
Name: 100, dtype: object
101
roi        CerebellumGM_L
volume              59435
level4       Cerebellum_L
level3       Cerebellum_L
level2    Metencephalon_L
level1      Metencephalon
icv                   ICV
comp             0.042994
Name: 101, dtype: object
102
roi                  CP_L
volume               1935
level4         midbrain_L
level3         midbrain_L
level2    Mesencephalon_L
level1      Mesencephalon
icv                   ICV
comp               0.0014
Name: 102, dtype: object
103
roi                  CP_R
volume               2014
level4         midbrain_R
level3         midbrain_R
level2    Mesencephalon_R
level1      Mesencephalon
icv                   ICV
comp             0.001457
Name: 103, dtype: object
104
roi            Midbrain_L
volume               2273
level4         midbrain_L
level3         midbrain_L
level2    Mesencephalon_L
level1      Mesencephalon
icv                   ICV
comp             0.001644
Name: 104, dtype: object
105
roi            Midbrain_R
volume               2626
level4         midbrain_R
level3         midbrain_R
level2    Mesencephalon_R
level1      Mesencephalon
icv                   ICV
comp               0.0019
Name: 105, dtype: object
106
roi                 CST_L
volume               1569
level4             Pons_L
level3             Pons_L
level2    Metencephalon_L
level1      Metencephalon
icv                   ICV
comp             0.001135
Name: 106, dtype: object
107
roi                 CST_R
volume               1427
level4             Pons_R
level3             Pons_R
level2    Metencephalon_R
level1      Metencephalon
icv                   ICV
comp             0.001032
Name: 107, dtype: object
108
roi                 SCP_L
volume                954
level4             Pons_L
level3             Pons_L
level2    Metencephalon_L
level1      Metencephalon
icv                   ICV
comp              0.00069
Name: 108, dtype: object
109
roi                 SCP_R
volume               1040
level4             Pons_R
level3             Pons_R
level2    Metencephalon_R
level1      Metencephalon
icv                   ICV
comp             0.000752
Name: 109, dtype: object
110
roi                 MCP_L
volume               2897
level4             Pons_L
level3             Pons_L
level2    Metencephalon_L
level1      Metencephalon
icv                   ICV
comp             0.002096
Name: 110, dtype: object
111
roi                 MCP_R
volume               2997
level4             Pons_R
level3             Pons_R
level2    Metencephalon_R
level1      Metencephalon
icv                   ICV
comp             0.002168
Name: 111, dtype: object
112
roi                 PCT_L
volume                964
level4             Pons_L
level3             Pons_L
level2    Metencephalon_L
level1      Metencephalon
icv                   ICV
comp             0.000697
Name: 112, dtype: object
113
roi                 PCT_R
volume                852
level4             Pons_R
level3             Pons_R
level2    Metencephalon_R
level1      Metencephalon
icv                   ICV
comp             0.000616
Name: 113, dtype: object
114
roi                  ICP_L
volume                 892
level4           Medulla_L
level3           Medulla_L
level2    Myelencephalon_L
level1      Myelencephalon
icv                    ICV
comp              0.000645
Name: 114, dtype: object
115
roi                  ICP_R
volume                 926
level4           Medulla_R
level3           Medulla_R
level2    Myelencephalon_R
level1      Myelencephalon
icv                    ICV
comp               0.00067
Name: 115, dtype: object
116
roi                  ML_L
volume                842
level4             Pons_L
level3             Pons_L
level2    Metencephalon_L
level1      Metencephalon
icv                   ICV
comp             0.000609
Name: 116, dtype: object
117
roi                  ML_R
volume               1071
level4             Pons_R
level3             Pons_R
level2    Metencephalon_R
level1      Metencephalon
icv                   ICV
comp             0.000775
Name: 117, dtype: object
118
roi                Pons_L
volume                267
level4             Pons_L
level3             Pons_L
level2    Metencephalon_L
level1      Metencephalon
icv                   ICV
comp             0.000193
Name: 118, dtype: object
119
roi                Pons_R
volume                648
level4             Pons_R
level3             Pons_R
level2    Metencephalon_R
level1      Metencephalon
icv                   ICV
comp             0.000469
Name: 119, dtype: object
120
roi              Medulla_L
volume                1511
level4           Medulla_L
level3           Medulla_L
level2    Myelencephalon_L
level1      Myelencephalon
icv                    ICV
comp              0.001093
Name: 120, dtype: object
121
roi              Medulla_R
volume                1646
level4           Medulla_R
level3           Medulla_R
level2    Myelencephalon_R
level1      Myelencephalon
icv                    ICV
comp              0.001191
Name: 121, dtype: object
122
roi                 ACR_L
volume              12600
level4         ant_DPWM_L
level3       AnteriorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.009114
Name: 122, dtype: object
123
roi                 ACR_R
volume              13280
level4         ant_DPWM_R
level3       AnteriorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.009606
Name: 123, dtype: object
124
roi                 SCR_L
volume              13461
level4         ant_DPWM_L
level3       AnteriorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.009737
Name: 124, dtype: object
125
roi                 SCR_R
volume              14350
level4         ant_DPWM_R
level3       AnteriorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp              0.01038
Name: 125, dtype: object
126
roi                 PCR_L
volume               4400
level4        post_DPWM_L
level3      PosteriorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.003183
Name: 126, dtype: object
127
roi                 PCR_R
volume               3772
level4        post_DPWM_R
level3      PosteriorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.002729
Name: 127, dtype: object
128
roi                  GCC_L
volume                2584
level4               GCC_L
level3    CorpusCallosum_L
level2       WhiteMatter_L
level1     Telencephalon_L
icv                    ICV
comp              0.001869
Name: 128, dtype: object
129
roi                  GCC_R
volume                2748
level4               GCC_R
level3    CorpusCallosum_R
level2       WhiteMatter_R
level1     Telencephalon_R
icv                    ICV
comp              0.001988
Name: 129, dtype: object
130
roi                  BCC_L
volume                4120
level4               BCC_L
level3    CorpusCallosum_L
level2       WhiteMatter_L
level1     Telencephalon_L
icv                    ICV
comp               0.00298
Name: 130, dtype: object
131
roi                  BCC_R
volume                4487
level4               BCC_R
level3    CorpusCallosum_R
level2       WhiteMatter_R
level1     Telencephalon_R
icv                    ICV
comp              0.003246
Name: 131, dtype: object
132
roi                  SCC_L
volume                5427
level4               SCC_L
level3    CorpusCallosum_L
level2       WhiteMatter_L
level1     Telencephalon_L
icv                    ICV
comp              0.003926
Name: 132, dtype: object
133
roi                  SCC_R
volume                5932
level4               SCC_R
level3    CorpusCallosum_R
level2       WhiteMatter_R
level1     Telencephalon_R
icv                    ICV
comp              0.004291
Name: 133, dtype: object
134
roi                PVWl_L
volume                392
level4    PVA_posterior_L
level3       InferiorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.000284
Name: 134, dtype: object
135
roi                PVWl_R
volume                392
level4    PVA_posterior_R
level3       InferiorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.000284
Name: 135, dtype: object
136
roi                ALIC_L
volume               2344
level4             ALIC_L
level3       InferiorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.001696
Name: 136, dtype: object
137
roi                ALIC_R
volume               2528
level4             ALIC_R
level3       InferiorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.001829
Name: 137, dtype: object
138
roi                PLIC_L
volume               3389
level4             PLIC_L
level3       InferiorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.002452
Name: 138, dtype: object
139
roi                PLIC_R
volume               3297
level4             PLIC_R
level3       InferiorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.002385
Name: 139, dtype: object
140
roi                RLIC_L
volume               3064
level4         inf_DPWM_L
level3       InferiorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.002216
Name: 140, dtype: object
141
roi                RLIC_R
volume               3100
level4         inf_DPWM_R
level3       InferiorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.002242
Name: 141, dtype: object
142
roi                  EC_L
volume               3306
level4         inf_DPWM_L
level3       InferiorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.002391
Name: 142, dtype: object
143
roi                  EC_R
volume               3167
level4         inf_DPWM_R
level3       InferiorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.002291
Name: 143, dtype: object
144
roi                 CGC_L
volume               3135
level4              CGC_L
level3         LimbicWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.002268
Name: 144, dtype: object
145
roi                 CGC_R
volume               3563
level4              CGC_R
level3         LimbicWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.002577
Name: 145, dtype: object
146
roi                 CGH_L
volume               1811
level4              CGH_L
level3         LimbicWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp              0.00131
Name: 146, dtype: object
147
roi                 CGH_R
volume               1725
level4              CGH_R
level3         LimbicWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.001248
Name: 147, dtype: object
148
roi               Fx/ST_L
volume               1425
level4            Fx/ST_L
level3         LimbicWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.001031
Name: 148, dtype: object
149
roi               Fx/ST_R
volume               1438
level4            Fx/ST_R
level3         LimbicWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp              0.00104
Name: 149, dtype: object
150
roi                  Fx_L
volume                903
level4               Fx_L
level3         LimbicWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.000653
Name: 150, dtype: object
151
roi                  Fx_R
volume                996
level4               Fx_R
level3         LimbicWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp              0.00072
Name: 151, dtype: object
152
roi                 IFO_L
volume               1808
level4         inf_DPWM_L
level3       InferiorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.001308
Name: 152, dtype: object
153
roi                 IFO_R
volume               1865
level4         inf_DPWM_R
level3       InferiorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.001349
Name: 153, dtype: object
154
roi                 PTR_L
volume               7073
level4         inf_DPWM_L
level3       InferiorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.005116
Name: 154, dtype: object
155
roi                 PTR_R
volume               5676
level4         inf_DPWM_R
level3       InferiorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.004106
Name: 155, dtype: object
156
roi                  SS_L
volume               3590
level4         inf_DPWM_L
level3       InferiorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.002597
Name: 156, dtype: object
157
roi                  SS_R
volume               4043
level4         inf_DPWM_R
level3       InferiorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.002925
Name: 157, dtype: object
158
roi                 SFO_L
volume                363
level4         ant_DPWM_L
level3       AnteriorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.000263
Name: 158, dtype: object
159
roi                 SFO_R
volume                276
level4         ant_DPWM_R
level3       AnteriorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp               0.0002
Name: 159, dtype: object
160
roi                        SLF_L
volume                      6989
level4    PeripheralParietalWM_L
level3             PosteriorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.005056
Name: 160, dtype: object
161
roi                        SLF_R
volume                      7782
level4    PeripheralParietalWM_R
level3             PosteriorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.005629
Name: 161, dtype: object
162
roi                   Cl_L
volume                 419
level4    BasalForebrain_L
level3    BasalForebrain_L
level2    BasalForebrain_L
level1      Diencephalon_L
icv                    ICV
comp              0.000303
Name: 162, dtype: object
163
roi                   Cl_R
volume                 563
level4    BasalForebrain_R
level3    BasalForebrain_R
level2    BasalForebrain_R
level1      Diencephalon_R
icv                    ICV
comp              0.000407
Name: 163, dtype: object
164
roi           Mammillary_R
volume                 104
level4    BasalForebrain_R
level3    BasalForebrain_R
level2    BasalForebrain_R
level1      Diencephalon_R
icv                    ICV
comp              0.000075
Name: 164, dtype: object
165
roi           Mammillary_L
volume                 125
level4    BasalForebrain_L
level3    BasalForebrain_L
level2    BasalForebrain_L
level1      Diencephalon_L
icv                    ICV
comp               0.00009
Name: 165, dtype: object
166
roi                     LV_Frontal_L
volume                          6756
level4    AnteriorLateralVentricle_L
level3            LateralVentricle_L
level2                     Ventricle
level1                           CSF
icv                              ICV
comp                        0.004887
Name: 166, dtype: object
167
roi                        LV_body_L
volume                          8321
level4    AnteriorLateralVentricle_L
level3            LateralVentricle_L
level2                     Ventricle
level1                           CSF
icv                              ICV
comp                        0.006019
Name: 167, dtype: object
168
roi                       LV_atrium_L
volume                           4559
level4    PosteriorLateralVentricle_L
level3             LateralVentricle_L
level2                      Ventricle
level1                            CSF
icv                               ICV
comp                         0.003298
Name: 168, dtype: object
169
roi                    LV_Occipital_L
volume                            418
level4    PosteriorLateralVentricle_L
level3             LateralVentricle_L
level2                      Ventricle
level1                            CSF
icv                               ICV
comp                         0.000302
Name: 169, dtype: object
170
roi                    LV_Inferior_L
volume                           834
level4    InferiorLateralVentricle_L
level3            LateralVentricle_L
level2                     Ventricle
level1                           CSF
icv                              ICV
comp                        0.000603
Name: 170, dtype: object
171
roi                     LV_Frontal_R
volume                          5885
level4    AnteriorLateralVentricle_R
level3            LateralVentricle_R
level2                     Ventricle
level1                           CSF
icv                              ICV
comp                        0.004257
Name: 171, dtype: object
172
roi                        LV_body_R
volume                          7959
level4    AnteriorLateralVentricle_R
level3            LateralVentricle_R
level2                     Ventricle
level1                           CSF
icv                              ICV
comp                        0.005757
Name: 172, dtype: object
173
roi                       LV_atrium_R
volume                           4100
level4    PosteriorLateralVentricle_R
level3             LateralVentricle_R
level2                      Ventricle
level1                            CSF
icv                               ICV
comp                         0.002966
Name: 173, dtype: object
174
roi                    LV_Occipital_R
volume                            120
level4    PosteriorLateralVentricle_R
level3             LateralVentricle_R
level2                      Ventricle
level1                            CSF
icv                               ICV
comp                         0.000087
Name: 174, dtype: object
175
roi                    LV_Inferior_R
volume                           909
level4    InferiorLateralVentricle_R
level3            LateralVentricle_R
level2                     Ventricle
level1                           CSF
icv                              ICV
comp                        0.000658
Name: 175, dtype: object
176
roi       III_ventricle
volume             2418
level4    III_ventricle
level3    III_ventricle
level2        Ventricle
level1              CSF
icv                 ICV
comp           0.001749
Name: 176, dtype: object
177
roi                PVWa_L
volume                836
level4     PVA_anterior_L
level3       AnteriorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.000605
Name: 177, dtype: object
178
roi                PVWa_R
volume                867
level4     PVA_anterior_R
level3       AnteriorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.000627
Name: 178, dtype: object
179
roi                PVWp_L
volume                785
level4    PVA_posterior_L
level3      PosteriorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.000568
Name: 179, dtype: object
180
roi                PVWp_R
volume                650
level4    PVA_posterior_R
level3      PosteriorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp              0.00047
Name: 180, dtype: object
181
roi                      SFWM_L
volume                     8423
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.006093
Name: 181, dtype: object
182
roi                      SFWM_R
volume                     7641
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.005527
Name: 182, dtype: object
183
roi                  SFWM_PFC_L
volume                     8924
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.006455
Name: 183, dtype: object
184
roi                  SFWM_PFC_R
volume                     8770
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.006344
Name: 184, dtype: object
185
roi                 SFWM_pole_L
volume                      512
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                    0.00037
Name: 185, dtype: object
186
roi                 SFWM_pole_R
volume                      810
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.000586
Name: 186, dtype: object
187
roi                      MFWM_L
volume                     7026
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.005082
Name: 187, dtype: object
188
roi                      MFWM_R
volume                     7371
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.005332
Name: 188, dtype: object
189
roi                 MFWM_DPFC_L
volume                     4912
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.003553
Name: 189, dtype: object
190
roi                 MFWM_DPFC_R
volume                     6158
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.004455
Name: 190, dtype: object
191
roi          IFWM_opercularis_L
volume                     2224
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.001609
Name: 191, dtype: object
192
roi          IFWM_opercularis_R
volume                     3820
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.002763
Name: 192, dtype: object
193
roi            IFWM_orbitalis_L
volume                     3419
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.002473
Name: 193, dtype: object
194
roi            IFWM_orbitalis_R
volume                     2484
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.001797
Name: 194, dtype: object
195
roi         IFWM_triangularis_L
volume                     4643
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.003359
Name: 195, dtype: object
196
roi         IFWM_triangularis_R
volume                     3676
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.002659
Name: 196, dtype: object
197
roi                     LFOWM_L
volume                     2528
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.001829
Name: 197, dtype: object
198
roi                     LFOWM_R
volume                     1992
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.001441
Name: 198, dtype: object
199
roi                     MFOWM_L
volume                     2238
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.001619
Name: 199, dtype: object
200
roi                     MFOWM_R
volume                     2073
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                     0.0015
Name: 200, dtype: object
201
roi                      RGWM_L
volume                     2846
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.002059
Name: 201, dtype: object
202
roi                      RGWM_R
volume                     3507
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.002537
Name: 202, dtype: object
203
roi                      PoCWM_L
volume                      8442
level4    PeripheralParietalWM_L
level3             PosteriorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.006107
Name: 203, dtype: object
204
roi                      PoCWM_R
volume                      8886
level4    PeripheralParietalWM_R
level3             PosteriorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.006428
Name: 204, dtype: object
205
roi                     PrCWM_L
volume                    12064
level4    PeripheralFrontalWM_L
level3             AnteriorWM_L
level2            WhiteMatter_L
level1          Telencephalon_L
icv                         ICV
comp                   0.008727
Name: 205, dtype: object
206
roi                     PrCWM_R
volume                    14686
level4    PeripheralFrontalWM_R
level3             AnteriorWM_R
level2            WhiteMatter_R
level1          Telencephalon_R
icv                         ICV
comp                   0.010623
Name: 206, dtype: object
207
roi                       SPWM_L
volume                      7455
level4    PeripheralParietalWM_L
level3             PosteriorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.005393
Name: 207, dtype: object
208
roi                       SPWM_R
volume                      7304
level4    PeripheralParietalWM_R
level3             PosteriorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.005283
Name: 208, dtype: object
209
roi                       SMWM_L
volume                      3935
level4    PeripheralParietalWM_L
level3             PosteriorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.002846
Name: 209, dtype: object
210
roi                       SMWM_R
volume                      4781
level4    PeripheralParietalWM_R
level3             PosteriorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.003458
Name: 210, dtype: object
211
roi                       AGWM_L
volume                      3636
level4    PeripheralParietalWM_L
level3             PosteriorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                     0.00263
Name: 211, dtype: object
212
roi                       AGWM_R
volume                      5099
level4    PeripheralParietalWM_R
level3             PosteriorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.003688
Name: 212, dtype: object
213
roi                     PrCuWM_L
volume                      2985
level4    PeripheralParietalWM_L
level3             PosteriorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.002159
Name: 213, dtype: object
214
roi                     PrCuWM_R
volume                      2536
level4    PeripheralParietalWM_R
level3             PosteriorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.001834
Name: 214, dtype: object
215
roi                       STWM_L
volume                      8800
level4    PeripheralTemporalWM_L
level3              InferiorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.006366
Name: 215, dtype: object
216
roi                       STWM_R
volume                      7839
level4    PeripheralTemporalWM_R
level3              InferiorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                     0.00567
Name: 216, dtype: object
217
roi                  STWM_L_pole
volume                      1293
level4    PeripheralTemporalWM_L
level3              InferiorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.000935
Name: 217, dtype: object
218
roi                  STWM_R_pole
volume                      1283
level4    PeripheralTemporalWM_R
level3              InferiorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.000928
Name: 218, dtype: object
219
roi                       MTWM_L
volume                      9432
level4    PeripheralTemporalWM_L
level3              InferiorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.006823
Name: 219, dtype: object
220
roi                       MTWM_R
volume                     10698
level4    PeripheralTemporalWM_R
level3              InferiorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.007739
Name: 220, dtype: object
221
roi                  MTWM_L_pole
volume                      1616
level4    PeripheralTemporalWM_L
level3              InferiorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.001169
Name: 221, dtype: object
222
roi                  MTWM_R_pole
volume                      1810
level4    PeripheralTemporalWM_R
level3              InferiorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.001309
Name: 222, dtype: object
223
roi                       ITWM_L
volume                      6239
level4    PeripheralTemporalWM_L
level3              InferiorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.004513
Name: 223, dtype: object
224
roi                       ITWM_R
volume                      5555
level4    PeripheralTemporalWM_R
level3              InferiorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.004018
Name: 224, dtype: object
225
roi                       FuWM_L
volume                      5241
level4    PeripheralTemporalWM_L
level3              InferiorWM_L
level2             WhiteMatter_L
level1           Telencephalon_L
icv                          ICV
comp                    0.003791
Name: 225, dtype: object
226
roi                       FuWM_R
volume                      5759
level4    PeripheralTemporalWM_R
level3              InferiorWM_R
level2             WhiteMatter_R
level1           Telencephalon_R
icv                          ICV
comp                    0.004166
Name: 226, dtype: object
227
roi                        SOWM_L
volume                       3194
level4    PeripheralOccipitalWM_L
level3              PosteriorWM_L
level2              WhiteMatter_L
level1            Telencephalon_L
icv                           ICV
comp                      0.00231
Name: 227, dtype: object
228
roi                        SOWM_R
volume                       3764
level4    PeripheralOccipitalWM_R
level3              PosteriorWM_R
level2              WhiteMatter_R
level1            Telencephalon_R
icv                           ICV
comp                     0.002723
Name: 228, dtype: object
229
roi                        MOWM_L
volume                      12186
level4    PeripheralOccipitalWM_L
level3              PosteriorWM_L
level2              WhiteMatter_L
level1            Telencephalon_L
icv                           ICV
comp                     0.008815
Name: 229, dtype: object
230
roi                        MOWM_R
volume                      12108
level4    PeripheralOccipitalWM_R
level3              PosteriorWM_R
level2              WhiteMatter_R
level1            Telencephalon_R
icv                           ICV
comp                     0.008759
Name: 230, dtype: object
231
roi                        IOWM_L
volume                       1908
level4    PeripheralOccipitalWM_L
level3              PosteriorWM_L
level2              WhiteMatter_L
level1            Telencephalon_L
icv                           ICV
comp                      0.00138
Name: 231, dtype: object
232
roi                        IOWM_R
volume                       3384
level4    PeripheralOccipitalWM_R
level3              PosteriorWM_R
level2              WhiteMatter_R
level1            Telencephalon_R
icv                           ICV
comp                     0.002448
Name: 232, dtype: object
233
roi                        CuWM_L
volume                       6045
level4    PeripheralOccipitalWM_L
level3              PosteriorWM_L
level2              WhiteMatter_L
level1            Telencephalon_L
icv                           ICV
comp                     0.004373
Name: 233, dtype: object
234
roi                        CuWM_R
volume                       4820
level4    PeripheralOccipitalWM_R
level3              PosteriorWM_R
level2              WhiteMatter_R
level1            Telencephalon_R
icv                           ICV
comp                     0.003487
Name: 234, dtype: object
235
roi                        LGWM_L
volume                       8475
level4    PeripheralOccipitalWM_L
level3              PosteriorWM_L
level2              WhiteMatter_L
level1            Telencephalon_L
icv                           ICV
comp                     0.006131
Name: 235, dtype: object
236
roi                        LGWM_R
volume                       6670
level4    PeripheralOccipitalWM_R
level3              PosteriorWM_R
level2              WhiteMatter_R
level1            Telencephalon_R
icv                           ICV
comp                     0.004825
Name: 236, dtype: object
237
roi               rostralWM_ACC_L
volume                        255
level4    PeripheralCingulateWM_L
level3                 LimbicWM_L
level2              WhiteMatter_L
level1            Telencephalon_L
icv                           ICV
comp                     0.000184
Name: 237, dtype: object
238
roi               rostralWM_ACC_R
volume                          2
level4    PeripheralCingulateWM_R
level3                 LimbicWM_R
level2              WhiteMatter_R
level1            Telencephalon_R
icv                           ICV
comp                     0.000001
Name: 238, dtype: object
239
roi           subcallosalWM_ACC_L
volume                        120
level4    PeripheralCingulateWM_L
level3                 LimbicWM_L
level2              WhiteMatter_L
level1            Telencephalon_L
icv                           ICV
comp                     0.000087
Name: 239, dtype: object
240
roi           subcallosalWM_ACC_R
volume                        106
level4    PeripheralCingulateWM_R
level3                 LimbicWM_R
level2              WhiteMatter_R
level1            Telencephalon_R
icv                           ICV
comp                     0.000077
Name: 240, dtype: object
241
roi             subgenualWM_ACC_L
volume                        238
level4    PeripheralCingulateWM_L
level3                 LimbicWM_L
level2              WhiteMatter_L
level1            Telencephalon_L
icv                           ICV
comp                     0.000172
Name: 241, dtype: object
242
roi             subgenualWM_ACC_R
volume                        143
level4    PeripheralCingulateWM_R
level3                 LimbicWM_R
level2              WhiteMatter_R
level1            Telencephalon_R
icv                           ICV
comp                     0.000103
Name: 242, dtype: object
243
roi                dorsalWM_ACC_L
volume                       2883
level4    PeripheralCingulateWM_L
level3                 LimbicWM_L
level2              WhiteMatter_L
level1            Telencephalon_L
icv                           ICV
comp                     0.002085
Name: 243, dtype: object
244
roi                dorsalWM_ACC_R
volume                       1792
level4    PeripheralCingulateWM_R
level3                 LimbicWM_R
level2              WhiteMatter_R
level1            Telencephalon_R
icv                           ICV
comp                     0.001296
Name: 244, dtype: object
245
roi                       PCCWM_L
volume                       3556
level4    PeripheralCingulateWM_L
level3                 LimbicWM_L
level2              WhiteMatter_L
level1            Telencephalon_L
icv                           ICV
comp                     0.002572
Name: 245, dtype: object
246
roi                       PCCWM_R
volume                       3940
level4    PeripheralCingulateWM_R
level3                 LimbicWM_R
level2              WhiteMatter_R
level1            Telencephalon_R
icv                           ICV
comp                      0.00285
Name: 246, dtype: object
247
roi        CerebellumWM_R
volume              10155
level4     CerebellumWM_R
level3       Cerebellum_R
level2    Metencephalon_R
level1      Metencephalon
icv                   ICV
comp             0.007346
Name: 247, dtype: object
248
roi        CerebellumWM_L
volume               9158
level4     CerebellumWM_L
level3       Cerebellum_L
level2    Metencephalon_L
level1      Metencephalon
icv                   ICV
comp             0.006625
Name: 248, dtype: object
249
roi              MCP_cb_L
volume               2870
level4     CerebellumWM_L
level3       Cerebellum_L
level2    Metencephalon_L
level1      Metencephalon
icv                   ICV
comp             0.002076
Name: 249, dtype: object
250
roi              MCP_cb_R
volume               2643
level4     CerebellumWM_R
level3       Cerebellum_R
level2    Metencephalon_R
level1      Metencephalon
icv                   ICV
comp             0.001912
Name: 250, dtype: object
251
roi              ICP_cb_L
volume                542
level4     CerebellumWM_L
level3       Cerebellum_L
level2    Metencephalon_L
level1      Metencephalon
icv                   ICV
comp             0.000392
Name: 251, dtype: object
252
roi              ICP_cb_R
volume                576
level4     CerebellumWM_R
level3       Cerebellum_R
level2    Metencephalon_R
level1      Metencephalon
icv                   ICV
comp             0.000417
Name: 252, dtype: object
253
roi       FrontSul_L
volume         15004
level4    FrontSul_L
level3    FrontSul_L
level2      Sulcus_L
level1           CSF
icv              ICV
comp        0.010853
Name: 253, dtype: object
254
roi       FrontSul_R
volume         11232
level4    FrontSul_R
level3    FrontSul_R
level2      Sulcus_R
level1           CSF
icv              ICV
comp        0.008125
Name: 254, dtype: object
255
roi       CentralSul_L
volume            2159
level4    CentralSul_L
level3    CentralSul_L
level2        Sulcus_L
level1             CSF
icv                ICV
comp          0.001562
Name: 255, dtype: object
256
roi       CentralSul_R
volume            1750
level4    CentralSul_R
level3    CentralSul_R
level2        Sulcus_R
level1             CSF
icv                ICV
comp          0.001266
Name: 256, dtype: object
257
roi             SylFrontSul_L
volume                   1589
level4          SylFrontSul_L
level3    SylvianFissureExt_L
level2               Sulcus_L
level1                    CSF
icv                       ICV
comp                 0.001149
Name: 257, dtype: object
258
roi             SylFrontSul_R
volume                   1175
level4          SylFrontSul_R
level3    SylvianFissureExt_R
level2               Sulcus_R
level1                    CSF
icv                       ICV
comp                  0.00085
Name: 258, dtype: object
259
roi              SylTempSul_L
volume                   1598
level4           SylTempSul_L
level3    SylvianFissureExt_L
level2               Sulcus_L
level1                    CSF
icv                       ICV
comp                 0.001156
Name: 259, dtype: object
260
roi              SylTempSul_R
volume                   1462
level4           SylTempSul_R
level3    SylvianFissureExt_R
level2               Sulcus_R
level1                    CSF
icv                       ICV
comp                 0.001058
Name: 260, dtype: object
261
roi             SylParieSul_L
volume                    640
level4          SylParieSul_L
level3    SylvianFissureExt_L
level2               Sulcus_L
level1                    CSF
icv                       ICV
comp                 0.000463
Name: 261, dtype: object
262
roi             SylParieSul_R
volume                    288
level4          SylParieSul_R
level3    SylvianFissureExt_R
level2               Sulcus_R
level1                    CSF
icv                       ICV
comp                 0.000208
Name: 262, dtype: object
263
roi       ParietSul_L
volume           8739
level4    ParietSul_L
level3    ParietSul_L
level2       Sulcus_L
level1            CSF
icv               ICV
comp         0.006322
Name: 263, dtype: object
264
roi       ParietSul_R
volume           9728
level4    ParietSul_R
level3    ParietSul_R
level2       Sulcus_R
level1            CSF
icv               ICV
comp         0.007037
Name: 264, dtype: object
265
roi       CinguSul_L
volume          1173
level4    CinguSul_L
level3    CinguSul_L
level2      Sulcus_L
level1           CSF
icv              ICV
comp        0.000849
Name: 265, dtype: object
266
roi       CinguSul_R
volume          1419
level4    CinguSul_R
level3    CinguSul_R
level2      Sulcus_R
level1           CSF
icv              ICV
comp        0.001026
Name: 266, dtype: object
267
roi       OcciptSul_L
volume           1934
level4    OcciptSul_L
level3    OcciptSul_L
level2       Sulcus_L
level1            CSF
icv               ICV
comp         0.001399
Name: 267, dtype: object
268
roi       OcciptSul_R
volume           2054
level4    OcciptSul_R
level3    OcciptSul_R
level2       Sulcus_R
level1            CSF
icv               ICV
comp         0.001486
Name: 268, dtype: object
269
roi       TempSul_L
volume         1139
level4    TempSul_L
level3    TempSul_L
level2     Sulcus_L
level1          CSF
icv             ICV
comp       0.000824
Name: 269, dtype: object
270
roi       TempSul_R
volume          910
level4    TempSul_R
level3    TempSul_R
level2     Sulcus_R
level1          CSF
icv             ICV
comp       0.000658
Name: 270, dtype: object
271
roi        Caudate_tail_L
volume                363
level4     Caudate_tail_L
level3        BasalGang_L
level2    CerebralNucli_L
level1    Telencephalon_L
icv                   ICV
comp             0.000263
Name: 271, dtype: object
272
roi              Fimbria_L
volume                  50
level4             Hippo_L
level3            Limbic_L
level2    CerebralCortex_L
level1     Telencephalon_L
icv                    ICV
comp              0.000036
Name: 272, dtype: object
273
roi        Caudate_tail_R
volume                345
level4     Caudate_tail_R
level3        BasalGang_R
level2    CerebralNucli_R
level1    Telencephalon_R
icv                   ICV
comp              0.00025
Name: 273, dtype: object
274
roi              Fimbria_R
volume                  45
level4             Hippo_R
level3            Limbic_R
level2    CerebralCortex_R
level1     Telencephalon_R
icv                    ICV
comp              0.000033
Name: 274, dtype: object
275
roi                   Chroid_LVetc_L
volume                           444
level4    AnteriorLateralVentricle_L
level3            LateralVentricle_L
level2                    Ventricle 
level1                           CSF
icv                              ICV
comp                        0.000321
Name: 275, dtype: object
276
roi                   Chroid_LVetc_R
volume                           371
level4    AnteriorLateralVentricle_R
level3            LateralVentricle_R
level2                    Ventricle 
level1                           CSF
icv                              ICV
comp                        0.000268
Name: 276, dtype: object
277
roi       IV_ventricle
volume            2700
level4    IV_ventricle
level3    IV_ventricle
level2       Ventricle
level1             CSF
icv                ICV
comp          0.001953
Name: 277, dtype: object
278
roi                ECCL_L
volume                292
level4         inf_DPWM_L
level3       InferiorWM_L
level2      WhiteMatter_L
level1    Telencephalon_L
icv                   ICV
comp             0.000211
Name: 278, dtype: object
279
roi                ECCL_R
volume                292
level4         inf_DPWM_R
level3       InferiorWM_R
level2      WhiteMatter_R
level1    Telencephalon_R
icv                   ICV
comp             0.000211
Name: 279, dtype: object
In [26]:
# defining nodes with colors of level2
for color in random_colors:
  for index, row in subjectData.iterrows():
    name_brain_area_l2 = row['level2']
    name_brain_area_l1 = row['level1']
    color_level2 = dictionary_of_colors[name_brain_area_l1]
    if color_level2 == color:
      nodes_names.append(name_brain_area_l2)
      colors_nodes.append(color_level2)
      dictionary_of_colors[name_brain_area_l2] = color_level2

#checking for appropriate addition of elements of level2 to nodes as well as colors to colors_nodes
print(nodes_names)
print(colors_nodes)

['ICV', 'Telencephalon_L', 'Telencephalon_R', 'Diencephalon_L', 'Diencephalon_R', 'Mesencephalon', 'Metencephalon', 'Myelencephalon', 'CSF', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralCortex_L', 'CerebralNucli_L', 'CerebralCortex_L', 'CerebralNucli_L', 'CerebralNucli_L', 'CerebralNucli_L', 'CerebralNucli_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'WhiteMatter_L', 'CerebralNucli_L', 'CerebralCortex_L', 'WhiteMatter_L', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralCortex_R', 'CerebralNucli_R', 'CerebralCortex_R', 'CerebralNucli_R', 'CerebralNucli_R', 'CerebralNucli_R', 'CerebralNucli_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'WhiteMatter_R', 'CerebralNucli_R', 'CerebralCortex_R', 'WhiteMatter_R', 'Thalamus_L', 'BasalForebrain_L', 'BasalForebrain_L', 'BasalForebrain_L', 'BasalForebrain_L', 'BasalForebrain_L', 'BasalForebrain_L', 'BasalForebrain_L', 'Thalamus_R', 'BasalForebrain_R', 'BasalForebrain_R', 'BasalForebrain_R', 'BasalForebrain_R', 'BasalForebrain_R', 'BasalForebrain_R', 'BasalForebrain_R', 'Mesencephalon_L', 'Mesencephalon_R', 'Mesencephalon_L', 'Mesencephalon_R', 'Mesencephalon_L', 'Mesencephalon_R', 'Mesencephalon_L', 'Mesencephalon_R', 'Metencephalon_R', 'Metencephalon_L', 'Metencephalon_L', 'Metencephalon_R', 'Metencephalon_L', 'Metencephalon_R', 'Metencephalon_L', 'Metencephalon_R', 'Metencephalon_L', 'Metencephalon_R', 'Metencephalon_L', 'Metencephalon_R', 'Metencephalon_L', 'Metencephalon_R', 'Metencephalon_R', 'Metencephalon_L', 'Metencephalon_L', 'Metencephalon_R', 'Metencephalon_L', 'Metencephalon_R', 'Myelencephalon_L', 'Myelencephalon_R', 'Myelencephalon_L', 'Myelencephalon_R', 'Ventricle', 'Ventricle', 'Ventricle', 'Ventricle', 'Ventricle', 'Ventricle', 'Ventricle', 'Ventricle', 'Ventricle', 'Ventricle', 'Ventricle', 'Sulcus_L', 'Sulcus_R', 'Sulcus_L', 'Sulcus_R', 'Sulcus_L', 'Sulcus_R', 'Sulcus_L', 'Sulcus_R', 'Sulcus_L', 'Sulcus_R', 'Sulcus_L', 'Sulcus_R', 'Sulcus_L', 'Sulcus_R', 'Sulcus_L', 'Sulcus_R', 'Sulcus_L', 'Sulcus_R', 'Ventricle ', 'Ventricle ', 'Ventricle']
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'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)', 'rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)']
In [27]:
    ####checking for content of list of elements level 2 ###
name_l2 = subjectData['level2']
print(name_l2)

0      CerebralCortex_L
1      CerebralCortex_R
2      CerebralCortex_L
3      CerebralCortex_R
4      CerebralCortex_L
             ...       
275          Ventricle 
276          Ventricle 
277           Ventricle
278       WhiteMatter_L
279       WhiteMatter_R
Name: level2, Length: 280, dtype: object
In [28]:
### checking for content of list of names in level 1 
name_l1 = subjectData['level1']
name_l1
Out[28]:
0      Telencephalon_L
1      Telencephalon_R
2      Telencephalon_L
3      Telencephalon_R
4      Telencephalon_L
            ...       
275                CSF
276                CSF
277                CSF
278    Telencephalon_L
279    Telencephalon_R
Name: level1, Length: 280, dtype: object
In [ ]:
In [29]:
### need to do the same for level 3 ###--> abbreviated version of for loop 

#for color in random_colors:
for index, row in subjectData.iterrows():
    name_brain_area_l3 = row['level3']
    name_brain_area_l1 = row['level1']
    color_level3 = dictionary_of_colors[name_brain_area_l1]
        #if color_level3 == color: #Comparing value of color_level3 with color 
    nodes_names.append(name_brain_area_l3) #Adding names of brain areas of level3 to nodes list
    colors_nodes.append(color_level3) #Adding color_level3 colors to the list of colors 
    dictionary_of_colors[name_brain_area_l3] = color_level3 #Updating the dictionary dictionary_of_colors by associating name_brain_area_l3 with the value of color_level3.
In [30]:
source = [] # index start point of the link
target = []
value = []
colors_link = []

# create link level 0
dictionary_link={i:{} for i in range(len(nodes_names))}
for index, row in subjectData.iterrows():
  name_level1 = row['level1']
  comp = row['comp']
  indice_level1 = [i for i, x in enumerate(nodes_names) if x == name_level1][0]

  if dictionary_link[0].get(indice_level1, -1) != -1:
    dictionary_link[0][indice_level1] += comp
  else:
    dictionary_link[0][indice_level1] = comp

# for colore in random_colors:
for colore in random_colors:
  print(colore)
  for source_idx, target_dict in dictionary_link.items():
    for target_idx, comp_value in target_dict.items():
      if dictionary_of_colors[nodes_names[target_idx]] == colore:
        source.append(source_idx)
        target.append(target_idx)
        value.append(float(comp_value))
        colors_link.append(dictionary_of_colors[nodes_names[target_idx]])
      # print(source_idx, target_idx, comp_value)

###Level 0 successfully created
      

# Creating link level 1
dictionary_link={i:{} for i in range(len(nodes_names))}
for index, row in subjectData.iterrows():
  name_level1 = row['level1']
  index_level1 = [i for i, x in enumerate(nodes_names) if x == name_level1][0]
  name_level2 = row['level2']
  index_level2 = [i for i, x in enumerate(nodes_names) if x == name_level2][0]
  comp = row['comp']

  if dictionary_link[index_level1].get(index_level2, -1) != -1:
    dictionary_link[index_level1][index_level2] += comp
  else:
    dictionary_link[index_level1][index_level2] = comp

for colore in random_colors:
  for source_idx, target_dict in dictionary_link.items():
    for target_idx, comp_value in target_dict.items():
      if dictionary_of_colors[nodes_names[target_idx]] == colore:
        source.append(source_idx)
        target.append(target_idx)
        value.append(float(comp_value))
        colors_link.append(dictionary_of_colors[nodes_names[target_idx]])

### level 1 successfully created 

#Creating link level 2
        
dictionary_link={i:{} for i in range(len(nodes_names))}
for index, row in subjectData.iterrows():
  name_level2 = row['level2']
  indice_level2 = [i for i, x in enumerate(nodes_names) if x == name_level2][0]
  name_level3 = row['level3']
  indice_level3 = [i for i, x in enumerate(nodes_names) if x == name_level3][0]
  comp = row['comp']

  if dictionary_link[indice_level2].get(indice_level3, -1) != -1:
    dictionary_link[indice_level2][indice_level3] += comp
  else:
    dictionary_link[indice_level2][indice_level3] = comp


for colore in random_colors:
  for source_idx, target_dict in dictionary_link.items():
    for target_idx, comp_value in target_dict.items():
      if dictionary_of_colors[nodes_names[target_idx]] == colore:
        source.append(source_idx)
        target.append(target_idx)
        value.append(float(comp_value))
        colors_link.append(dictionary_of_colors[nodes_names[target_idx]])

###level 2 successfully created 
        
###### Graphing the Sankey Plot
###### Graphing the Sankey Plot ######

fig = go.Figure(data=[go.Sankey(
    valueformat = ".5f",
    valuesuffix = "",
    node = dict(
      pad = 15,
      thickness = 20,
      line = dict(color = "black", width = 0.5),
      label = nodes_names,
      color = colors_nodes
    ),
    link = dict(
        source = source,  # Replace with your source list
        target = target,  # Replace with your target list
        value = value,     # Replace with your value list
        color = colors_link
    )
)])

fig.update_layout(title_text="Subject MRI Data: Sankey Diagram", font_size=12)
fig.show()

rgb(0.12156862745098039, 0.4666666666666667, 0.7058823529411765)
rgb(1.0, 0.4980392156862745, 0.054901960784313725)
rgb(0.596078431372549, 0.8745098039215686, 0.5411764705882353)
rgb(0.5803921568627451, 0.403921568627451, 0.7411764705882353)
rgb(0.7686274509803922, 0.611764705882353, 0.5803921568627451)
rgb(0.4980392156862745, 0.4980392156862745, 0.4980392156862745)
rgb(0.8588235294117647, 0.8588235294117647, 0.5529411764705883)
rgb(0.6196078431372549, 0.8549019607843137, 0.8980392156862745)